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On Markovian decision models with a finite skeleton

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Abstract

We present a class of countable state space Markovian decision models that can be investigated by means of an associated finite-state, finite-action reduced model which we call the skeleton. In particular, we obtain a turnpike theorem for the original model (Theorem 2 in Section 5) from a known turnpike theorem for the reduced finite model. For illustration, we present in detail an application of this approach to an inventory model (re-establishing a known turnpike result) and sketch analogous results for a cash-balance model and a growth model.

Zusammenfassung

Wir führen eine Klasse von Markovschen Entscheidungsmodellen mit abzählbarem Zustandsraum ein, die mittels eines verbundenen, reduzierten Modells mit endlichem Zustands- und Aktionsraum, welches wir das Skelett nennen, untersucht werden können. Insbesondere erhalten wir ein Turnpike Theorem für das ursprüngliche Modell (Theorem 2 im Abschnitt 5) von einem bekannten Turnpike Theorem für das reduzierte endliche Modell. Zur Erläuterung stellen wir im einzelnen eine Anwendung dieses Ansatzes für ein Lagerhaltungsmodell (Wiederherleitung eines bekannten Turnpike Ergebnisses) dar, und wir skizzieren analoge Ergebnisse für ein Kassenhaltungsmodell und ein Wachstumsmodell.

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Wrobel, A. On Markovian decision models with a finite skeleton. Zeitschrift für Operations Research 28, 17–27 (1984). https://doi.org/10.1007/BF01919083

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